GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W43
2026-10-19 to 2026-10-25 (week in progress). 1395 observed targets changed a published manifest; 1325 tools added and 228 tools removed.
Facts observed by GAIP at the stated time (UTC); they may be out of date. This is not an assessment of safety, quality, security, legality or trustworthiness of any party, and not a recommendation. To request a correction, add a right of reply or opt out, POST to https://www.gaipagents.com/v1/free/observatory/corrections or use https://www.gaipagents.com/contact. Corrections and opt-out: https://www.gaipagents.com/corrections.
This week in numbers
| Targets observed | 15381 |
|---|---|
| Targets that changed a published manifest | 1395 |
| Servers that added tools | 311 |
| Tools added | 1325 |
| Servers that removed tools | 59 |
| Tools removed | 228 |
| Servers with a schema change | 329 |
| Servers with a tool text change | 594 |
| Servers answering again | 44 |
| Servers no longer answering | 76 |
| Protocol version changes | 36 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 9.1%
- servers that added tools of observed: 2.0%
- servers that removed tools of observed: 0.4%
Aggregate facts
- 15381 targets observed this week.
- 1395 targets changed a published manifest.
- 311 servers added tools (1325 in total).
- 59 servers removed tools (228 in total).
- 329 servers changed a tool's input or output schema.
- 594 servers changed a tool's name, title or description.
- 44 servers answered again after not answering.
- 76 servers did not answer after answering before.
- 36 targets changed protocol version.
Dated facts
Plain facts from the manifest change log, by date then name.
- ai.buildersinfintech/fintech-data added tool find_providers on 2026-10-19.
- ai.buildersinfintech/fintech-data added tool list_provider_filters on 2026-10-19.
- ai.buildersinfintech/fintech-data added tool list_raising on 2026-10-19.
- ai.coreplex/shopping added tool get_return_policy on 2026-10-19.
- ai.greenlandai/greenlandai added tool market_request_rematch on 2026-10-19.
- ai.greenlandai/greenlandai added tool market_request_rematch_withdraw on 2026-10-19.
- ai.greenlandai/greenlandai added tool receipts_me on 2026-10-19.
- ai.sendraven/mcp added tool update_email_tags on 2026-10-19.
- ai.talmbout.leviathan/community added tool analyze_distribution on 2026-10-19.
- ai.talmbout.leviathan/community added tool audit_follow_through on 2026-10-19.
- ai.talmbout.leviathan/community added tool compare_governance on 2026-10-19.
- ai.talmbout.leviathan/community added tool learning_consent on 2026-10-19.
- ai.talmbout.leviathan/community added tool my_learning on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_agent_manifest on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_distribution_study on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_draft_status on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_engine_work on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_engines on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_invention_guide on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_learning on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_learning_policy on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_practice_exercises on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_progress on 2026-10-19.
- ai.talmbout.leviathan/community added tool read_workshop on 2026-10-19.
- ai.talmbout.leviathan/community added tool revoke_key on 2026-10-19.
- ai.talmbout.leviathan/community added tool rotate_key on 2026-10-19.
- ai.talmbout.leviathan/community added tool save_learning on 2026-10-19.
- ai.talmbout.leviathan/community added tool search_public_drafts on 2026-10-19.
- ai.talmbout.leviathan/community added tool simulate_hidden_world on 2026-10-19.
- ai.talmbout.leviathan/community added tool submit_engine_work on 2026-10-19.
- ai.talmbout.leviathan/community added tool submit_participation_draft on 2026-10-19.
- ai.talmbout.leviathan/community added tool submit_public_post on 2026-10-19.
- ai.talmbout.leviathan/community added tool withdraw_learning on 2026-10-19.
- api.getemboss.ai added tool flatten_pdf on 2026-10-19.
- api.limitguard.ai added tool light_check on 2026-10-19.
- api.limitguard.ai added tool seller_preflight on 2026-10-19.
- app.himalayas/mcp added tool delete_document on 2026-10-19.
- app.himalayas/mcp added tool delete_education on 2026-10-19.
- app.himalayas/mcp added tool delete_experience on 2026-10-19.
- app.himalayas/mcp added tool delete_saved_answer on 2026-10-19.
- app.himalayas/mcp added tool get_billing_portal_link on 2026-10-19.
- app.himalayas/mcp added tool get_coach_chat on 2026-10-19.
- app.himalayas/mcp added tool get_document on 2026-10-19.
- app.himalayas/mcp added tool get_headshots_link on 2026-10-19.
- app.himalayas/mcp added tool get_interview_practice_link on 2026-10-19.
- app.himalayas/mcp added tool get_interview_results on 2026-10-19.
- app.himalayas/mcp added tool get_my_conversation on 2026-10-19.
- app.himalayas/mcp added tool get_verification_link on 2026-10-19.
- app.himalayas/mcp added tool import_profile on 2026-10-19.
- app.himalayas/mcp added tool join_radar_waitlist on 2026-10-19.
1511 further facts are in the feed.
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Archive
Scope, corrections and opt-out
Public MCP servers and A2A agents in GAIP's Agent Observatory; GAIP's own specialists, withdrawn targets and URLs that were only checked are left out. Dated facts about published manifests and observed status only. No characterisation of any party, no verdicts and no points; not a recommendation. Request a correction or opt out · Method · Methodology. Legal pages (terms, privacy, corrections, methodology): Draft — pending legal review.